{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from lxml import etree # 解析xml文件信息\n",
    "import numpy as np\n",
    "import glob # 获取图像位置\n",
    "# 引入绘制矩形框的方法\n",
    "from matplotlib.patches import Rectangle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.io.read_file('D:/Desktop/数据集/图片定位与分割数据集/images/images/Abyssinian_1.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.image.decode_jpeg(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([400, 600, 3])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x19611a0dec8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取xml文件中的内容\n",
    "xml = open('D:/Desktop/数据集/图片定位与分割数据集/annotations/annotations/xmls/Abyssinian_1.xml').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<annotation><folder>OXIIIT</folder><filename>Abyssinian_1.jpg</filename><source><database>OXFORD-IIIT Pet Dataset</database><annotation>OXIIIT</annotation><image>flickr</image></source><size><width>600</width><height>400</height><depth>3</depth></size><segmented>0</segmented><object><name>cat</name><pose>Frontal</pose><truncated>0</truncated><occluded>0</occluded><bndbox><xmin>333</xmin><ymin>72</ymin><xmax>425</xmax><ymax>158</ymax></bndbox><difficult>0</difficult></object></annotation>\\n'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建选择器\n",
    "sel = etree.HTML(xml)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解析文件中的图片数据\n",
    "width = int(sel.xpath('//size/width/text()')[0])\n",
    "height = int(sel.xpath('//size/height/text()')[0])\n",
    "xmin = int(sel.xpath('//bndbox/xmin/text()')[0])\n",
    "xmax = int(sel.xpath('//bndbox/xmax/text()')[0])\n",
    "ymin = int(sel.xpath('//bndbox/ymin/text()')[0])\n",
    "ymax = int(sel.xpath('//bndbox/ymax/text()')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ymin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x1961319c648>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "# 绘制矩形框，((x,y),h,w)    fill指定是否填充矩形框\n",
    "rect = Rectangle((xmin,ymin),(xmax-xmin),(ymax-ymin),fill=False,color='red')\n",
    "# 获取当前图像\n",
    "ax = plt.gca()\n",
    "# 添加矩形框\n",
    "ax.axes.add_patch(rect)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = tf.image.resize(img,[224,224])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据图像原来的尺寸确定xmin，xmax，ymin，ymax的比例大小从而确定对应数值在新尺寸图像中的大小\n",
    "xmin = (xmin/width)*224\n",
    "xmax = (xmax/width)*224\n",
    "ymin = (ymin/height)*224\n",
    "ymax = (ymax/height)*224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x1961334c808>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img/255)\n",
    "# 绘制矩形框，((x,y),h,w)    fill指定是否填充矩形框\n",
    "rect = Rectangle((xmin,ymin),(xmax-xmin),(ymax-ymin),fill=False,color='red')\n",
    "# 获取当前图像\n",
    "ax = plt.gca()\n",
    "# 添加矩形框\n",
    "ax.axes.add_patch(rect)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 创建输入管道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取所有的图像\n",
    "images = glob.glob('D:\\\\Desktop\\\\数据集\\\\图片定位与分割数据集\\\\images\\\\images\\\\*.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\Desktop\\\\数据集\\\\图片定位与分割数据集\\\\images\\\\images\\\\Abyssinian_1.jpg'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7390"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取图片对应的目标值xml文件\n",
    "xmls = glob.glob('D:\\\\Desktop\\\\数据集\\\\图片定位与分割数据集\\\\annotations\\\\annotations\\\\xmls\\\\*.xml')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3686"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(xmls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取所有解析文件的图片名称\n",
    "names = [x.split('\\\\xmls\\\\')[1].split('.')[0] for x in xmls]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3686"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 取出names中存在的所有图片名称对应的路径\n",
    "imgs_train = [img for img in images if(img.split('\\\\images\\\\images\\\\')[1].split('.')[0]) in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3686"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(imgs_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 取出names中不存在的所有图片名称对应的路径\n",
    "imgs_test = [img for img in images if(img.split('\\\\images\\\\images\\\\')[1].split('.')[0]) not in names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3704"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(imgs_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据名称进行排序\n",
    "imgs_train.sort(key = lambda x:x.split('\\\\images\\\\images\\\\')[1].split('.')[0])\n",
    "xmls.sort(key = lambda x:x.split('\\\\xmls\\\\')[1].split('.')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_labels(path):\n",
    "    # 读取xml文件\n",
    "    xml = open('{}'.format(path)).read()\n",
    "    # 创建一个选择器\n",
    "    sel = etree.HTML(xml)\n",
    "    # 解析xml文件中的图片数据\n",
    "    width = int(sel.xpath('//size/width/text()')[0])\n",
    "    height = int(sel.xpath('//size/height/text()')[0])\n",
    "    xmin = int(sel.xpath('//bndbox/xmin/text()')[0])\n",
    "    xmax = int(sel.xpath('//bndbox/xmax/text()')[0])\n",
    "    ymin = int(sel.xpath('//bndbox/ymin/text()')[0])\n",
    "    ymax = int(sel.xpath('//bndbox/ymax/text()')[0])\n",
    "    # 返回xmin等值与图像尺寸的比例\n",
    "    return [xmin/width,ymin/height,xmax/width,ymax/height]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取所有路径的标签，标签由xmin、xmax、ymin、ymax组成\n",
    "labels = [to_labels(path) for path in xmls]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[0.555, 0.18, 0.7083333333333334, 0.395],\n",
       " [0.192, 0.21, 0.768, 0.582],\n",
       " [0.383248730964467, 0.142, 0.850253807106599, 0.534]]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将获取到的标签分为四个单独的列表\n",
    "out1,out2,out3,out4 = list(zip(*labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "out1 = np.array(out1)\n",
    "out2 = np.array(out2)\n",
    "out3 = np.array(out3)\n",
    "out4 = np.array(out4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_dataset = tf.data.Dataset.from_tensor_slices((out1,out2,out3,out4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<TensorSliceDataset shapes: ((), (), (), ()), types: (tf.float64, tf.float64, tf.float64, tf.float64)>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载图片数据\n",
    "def load_image(path):\n",
    "    img = tf.io.read_file(path)\n",
    "    img = tf.image.decode_jpeg(img, channels=3)\n",
    "    img = tf.image.resize(img,(224,224))\n",
    "    # 归一化到-1到1之间\n",
    "    img = img/127.5-1\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建训练图片数据集\n",
    "image_dataset = tf.data.Dataset.from_tensor_slices(imgs_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_dataset = image_dataset.map(load_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<MapDataset shapes: (224, 224, 3), types: tf.float32>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 合并生成训练数据集\n",
    "dataset = tf.data.Dataset.zip((image_dataset,label_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ZipDataset shapes: ((224, 224, 3), ((), (), (), ())), types: (tf.float32, (tf.float64, tf.float64, tf.float64, tf.float64))>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = dataset.repeat().shuffle(len(imgs_train)).batch(32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for img,label in dataset.take(1):\n",
    "    # 将tensor array对象转换为img\n",
    "    plt.imshow(tf.keras.preprocessing.image.array_to_img(img[0]))\n",
    "    out1,out2,out3,out4 = label\n",
    "    # 按照原比例获取xmin,ymin,xamx,ymax\n",
    "    xmin,ymin,xmax,ymax = out1[0].numpy()*224,out2[0].numpy()*224,out3[0].numpy()*224,out4[0].numpy()*224\n",
    "    # 绘制矩形框，((x,y),h,w)    fill指定是否填充矩形框\n",
    "    rect = Rectangle((xmin,ymin),(xmax-xmin),(ymax-ymin),fill=False,color='red')\n",
    "    # 获取当前图像\n",
    "    ax = plt.gca()\n",
    "    # 添加矩形框\n",
    "    ax.axes.add_patch(rect)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 创建图像定位模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用预训练网络\n",
    "xception = tf.keras.applications.Xception(weights='imagenet',\n",
    "                                         include_top=False,\n",
    "                                         input_shape=(224,224,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将预训练网络设置为不可训练\n",
    "xception.trainable = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = tf.keras.layers.Input(shape=(224,224,3))\n",
    "x = xception(inputs)\n",
    "x = tf.keras.layers.GlobalAveragePooling2D()(x)\n",
    "x = tf.keras.layers.Dense(2048,activation='relu')(x)\n",
    "x = tf.keras.layers.Dense(256,activation='relu')(x)\n",
    "# 回归\n",
    "out1 = tf.keras.layers.Dense(1)(x)\n",
    "out2 = tf.keras.layers.Dense(1)(x)\n",
    "out3 = tf.keras.layers.Dense(1)(x)\n",
    "out4 = tf.keras.layers.Dense(1)(x)\n",
    "prediction = [out1,out2,out3,out4]\n",
    "model = tf.keras.models.Model(inputs=inputs,outputs=prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 编译、配置模型\n",
    "model.compile(tf.keras.optimizers.Adam(learning_rate=0.0001),\n",
    "             loss='mse', # 回归问题常用损失函数\n",
    "              metrics=['mae'] # 绝对损失计算\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "115/115 [==============================] - 624s 5s/step - loss: 0.1403 - dense_2_loss: 0.0363 - dense_3_loss: 0.0183 - dense_4_loss: 0.0438 - dense_5_loss: 0.0419 - dense_2_mae: 0.1443 - dense_3_mae: 0.1044 - dense_4_mae: 0.1592 - dense_5_mae: 0.1529\n",
      "Epoch 2/50\n",
      "115/115 [==============================] - 626s 5s/step - loss: 0.0654 - dense_2_loss: 0.0183 - dense_3_loss: 0.0099 - dense_4_loss: 0.0207 - dense_5_loss: 0.0166 - dense_2_mae: 0.1061 - dense_3_mae: 0.0768 - dense_4_mae: 0.1131 - dense_5_mae: 0.1017\n",
      "Epoch 3/50\n",
      "115/115 [==============================] - 666s 6s/step - loss: 0.0481 - dense_2_loss: 0.0134 - dense_3_loss: 0.0076 - dense_4_loss: 0.0155 - dense_5_loss: 0.0116 - dense_2_mae: 0.0906 - dense_3_mae: 0.0674 - dense_4_mae: 0.0976 - dense_5_mae: 0.0842\n",
      "Epoch 4/50\n",
      "115/115 [==============================] - 630s 5s/step - loss: 0.0343 - dense_2_loss: 0.0103 - dense_3_loss: 0.0055 - dense_4_loss: 0.0106 - dense_5_loss: 0.0079 - dense_2_mae: 0.0788 - dense_3_mae: 0.0573 - dense_4_mae: 0.0803 - dense_5_mae: 0.0695\n",
      "Epoch 5/50\n",
      "115/115 [==============================] - 617s 5s/step - loss: 0.0244 - dense_2_loss: 0.0072 - dense_3_loss: 0.0038 - dense_4_loss: 0.0077 - dense_5_loss: 0.0056 - dense_2_mae: 0.0657 - dense_3_mae: 0.0485 - dense_4_mae: 0.0676 - dense_5_mae: 0.0583\n",
      "Epoch 6/50\n",
      "115/115 [==============================] - 632s 5s/step - loss: 0.0196 - dense_2_loss: 0.0058 - dense_3_loss: 0.0033 - dense_4_loss: 0.0060 - dense_5_loss: 0.0045 - dense_2_mae: 0.0583 - dense_3_mae: 0.0439 - dense_4_mae: 0.0595 - dense_5_mae: 0.0518\n",
      "Epoch 7/50\n",
      "115/115 [==============================] - 611s 5s/step - loss: 0.0144 - dense_2_loss: 0.0044 - dense_3_loss: 0.0023 - dense_4_loss: 0.0043 - dense_5_loss: 0.0034 - dense_2_mae: 0.0509 - dense_3_mae: 0.0374 - dense_4_mae: 0.0503 - dense_5_mae: 0.0447\n",
      "Epoch 8/50\n",
      "115/115 [==============================] - 593s 5s/step - loss: 0.0111 - dense_2_loss: 0.0034 - dense_3_loss: 0.0018 - dense_4_loss: 0.0035 - dense_5_loss: 0.0023 - dense_2_mae: 0.0437 - dense_3_mae: 0.0333 - dense_4_mae: 0.0452 - dense_5_mae: 0.0371\n",
      "Epoch 9/50\n",
      "115/115 [==============================] - 637s 6s/step - loss: 0.0091 - dense_2_loss: 0.0029 - dense_3_loss: 0.0015 - dense_4_loss: 0.0026 - dense_5_loss: 0.0021 - dense_2_mae: 0.0407 - dense_3_mae: 0.0304 - dense_4_mae: 0.0397 - dense_5_mae: 0.0355\n",
      "Epoch 10/50\n",
      "115/115 [==============================] - 594s 5s/step - loss: 0.0077 - dense_2_loss: 0.0024 - dense_3_loss: 0.0013 - dense_4_loss: 0.0025 - dense_5_loss: 0.0016 - dense_2_mae: 0.0373 - dense_3_mae: 0.0277 - dense_4_mae: 0.0384 - dense_5_mae: 0.0308\n",
      "Epoch 11/50\n",
      "115/115 [==============================] - 624s 5s/step - loss: 0.0063 - dense_2_loss: 0.0019 - dense_3_loss: 0.0010 - dense_4_loss: 0.0021 - dense_5_loss: 0.0013 - dense_2_mae: 0.0335 - dense_3_mae: 0.0248 - dense_4_mae: 0.0351 - dense_5_mae: 0.0280\n",
      "Epoch 12/50\n",
      "115/115 [==============================] - 614s 5s/step - loss: 0.0057 - dense_2_loss: 0.0017 - dense_3_loss: 9.8962e-04 - dense_4_loss: 0.0017 - dense_5_loss: 0.0013 - dense_2_mae: 0.0323 - dense_3_mae: 0.0244 - dense_4_mae: 0.0318 - dense_5_mae: 0.0282\n",
      "Epoch 13/50\n",
      "115/115 [==============================] - 614s 5s/step - loss: 0.0051 - dense_2_loss: 0.0015 - dense_3_loss: 9.1304e-04 - dense_4_loss: 0.0017 - dense_5_loss: 9.6523e-04 - dense_2_mae: 0.0303 - dense_3_mae: 0.0238 - dense_4_mae: 0.0319 - dense_5_mae: 0.0241\n",
      "Epoch 14/50\n",
      "115/115 [==============================] - 724s 6s/step - loss: 0.0049 - dense_2_loss: 0.0015 - dense_3_loss: 8.8823e-04 - dense_4_loss: 0.0016 - dense_5_loss: 0.0010 - dense_2_mae: 0.0295 - dense_3_mae: 0.0232 - dense_4_mae: 0.0306 - dense_5_mae: 0.0250\n",
      "Epoch 15/50\n",
      "115/115 [==============================] - 619s 5s/step - loss: 0.0057 - dense_2_loss: 0.0017 - dense_3_loss: 0.0010 - dense_4_loss: 0.0018 - dense_5_loss: 0.0012 - dense_2_mae: 0.0311 - dense_3_mae: 0.0249 - dense_4_mae: 0.0322 - dense_5_mae: 0.0271\n",
      "Epoch 16/50\n",
      "115/115 [==============================] - 655s 6s/step - loss: 0.0064 - dense_2_loss: 0.0019 - dense_3_loss: 0.0011 - dense_4_loss: 0.0019 - dense_5_loss: 0.0015 - dense_2_mae: 0.0333 - dense_3_mae: 0.0260 - dense_4_mae: 0.0335 - dense_5_mae: 0.0298\n",
      "Epoch 17/50\n",
      "115/115 [==============================] - 662s 6s/step - loss: 0.0069 - dense_2_loss: 0.0019 - dense_3_loss: 0.0011 - dense_4_loss: 0.0022 - dense_5_loss: 0.0017 - dense_2_mae: 0.0339 - dense_3_mae: 0.0258 - dense_4_mae: 0.0363 - dense_5_mae: 0.0321\n",
      "Epoch 18/50\n",
      "115/115 [==============================] - 606s 5s/step - loss: 0.0065 - dense_2_loss: 0.0018 - dense_3_loss: 9.8590e-04 - dense_4_loss: 0.0022 - dense_5_loss: 0.0015 - dense_2_mae: 0.0329 - dense_3_mae: 0.0244 - dense_4_mae: 0.0360 - dense_5_mae: 0.0298\n",
      "Epoch 19/50\n",
      "115/115 [==============================] - 588s 5s/step - loss: 0.0066 - dense_2_loss: 0.0018 - dense_3_loss: 0.0012 - dense_4_loss: 0.0022 - dense_5_loss: 0.0015 - dense_2_mae: 0.0328 - dense_3_mae: 0.0262 - dense_4_mae: 0.0352 - dense_5_mae: 0.0293\n",
      "Epoch 20/50\n",
      "115/115 [==============================] - 578s 5s/step - loss: 0.0072 - dense_2_loss: 0.0021 - dense_3_loss: 0.0011 - dense_4_loss: 0.0026 - dense_5_loss: 0.0014 - dense_2_mae: 0.0354 - dense_3_mae: 0.0254 - dense_4_mae: 0.0402 - dense_5_mae: 0.0293\n",
      "Epoch 21/50\n",
      "115/115 [==============================] - 581s 5s/step - loss: 0.0066 - dense_2_loss: 0.0020 - dense_3_loss: 0.0011 - dense_4_loss: 0.0020 - dense_5_loss: 0.0016 - dense_2_mae: 0.0348 - dense_3_mae: 0.0256 - dense_4_mae: 0.0347 - dense_5_mae: 0.0306\n",
      "Epoch 22/50\n",
      "115/115 [==============================] - 575s 5s/step - loss: 0.0064 - dense_2_loss: 0.0019 - dense_3_loss: 0.0011 - dense_4_loss: 0.0020 - dense_5_loss: 0.0014 - dense_2_mae: 0.0337 - dense_3_mae: 0.0259 - dense_4_mae: 0.0345 - dense_5_mae: 0.0292\n",
      "Epoch 23/50\n",
      "115/115 [==============================] - 585s 5s/step - loss: 0.0056 - dense_2_loss: 0.0016 - dense_3_loss: 9.3453e-04 - dense_4_loss: 0.0017 - dense_5_loss: 0.0014 - dense_2_mae: 0.0310 - dense_3_mae: 0.0237 - dense_4_mae: 0.0316 - dense_5_mae: 0.0289\n",
      "Epoch 24/50\n",
      "115/115 [==============================] - 585s 5s/step - loss: 0.0051 - dense_2_loss: 0.0015 - dense_3_loss: 7.8570e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0013 - dense_2_mae: 0.0302 - dense_3_mae: 0.0219 - dense_4_mae: 0.0306 - dense_5_mae: 0.0283\n",
      "Epoch 25/50\n",
      "115/115 [==============================] - 577s 5s/step - loss: 0.0062 - dense_2_loss: 0.0019 - dense_3_loss: 9.3502e-04 - dense_4_loss: 0.0018 - dense_5_loss: 0.0016 - dense_2_mae: 0.0338 - dense_3_mae: 0.0238 - dense_4_mae: 0.0331 - dense_5_mae: 0.0305\n",
      "Epoch 26/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0060 - dense_2_loss: 0.0018 - dense_3_loss: 0.0010 - dense_4_loss: 0.0018 - dense_5_loss: 0.0013 - dense_2_mae: 0.0334 - dense_3_mae: 0.0252 - dense_4_mae: 0.0336 - dense_5_mae: 0.0281\n",
      "Epoch 27/50\n",
      "115/115 [==============================] - 589s 5s/step - loss: 0.0053 - dense_2_loss: 0.0015 - dense_3_loss: 9.6840e-04 - dense_4_loss: 0.0017 - dense_5_loss: 0.0011 - dense_2_mae: 0.0300 - dense_3_mae: 0.0241 - dense_4_mae: 0.0318 - dense_5_mae: 0.0256\n",
      "Epoch 28/50\n",
      "115/115 [==============================] - 613s 5s/step - loss: 0.0050 - dense_2_loss: 0.0013 - dense_3_loss: 9.8708e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0012 - dense_2_mae: 0.0281 - dense_3_mae: 0.0243 - dense_4_mae: 0.0301 - dense_5_mae: 0.0265\n",
      "Epoch 29/50\n",
      "115/115 [==============================] - 596s 5s/step - loss: 0.0053 - dense_2_loss: 0.0014 - dense_3_loss: 9.8854e-04 - dense_4_loss: 0.0016 - dense_5_loss: 0.0012 - dense_2_mae: 0.0289 - dense_3_mae: 0.0247 - dense_4_mae: 0.0311 - dense_5_mae: 0.0273\n",
      "Epoch 30/50\n",
      "115/115 [==============================] - 585s 5s/step - loss: 0.0048 - dense_2_loss: 0.0013 - dense_3_loss: 8.8001e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0011 - dense_2_mae: 0.0285 - dense_3_mae: 0.0232 - dense_4_mae: 0.0303 - dense_5_mae: 0.0256\n",
      "Epoch 31/50\n",
      "115/115 [==============================] - 589s 5s/step - loss: 0.0053 - dense_2_loss: 0.0014 - dense_3_loss: 9.7655e-04 - dense_4_loss: 0.0016 - dense_5_loss: 0.0013 - dense_2_mae: 0.0294 - dense_3_mae: 0.0244 - dense_4_mae: 0.0315 - dense_5_mae: 0.0281\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 32/50\n",
      "115/115 [==============================] - 595s 5s/step - loss: 0.0060 - dense_2_loss: 0.0015 - dense_3_loss: 9.6824e-04 - dense_4_loss: 0.0019 - dense_5_loss: 0.0016 - dense_2_mae: 0.0306 - dense_3_mae: 0.0243 - dense_4_mae: 0.0336 - dense_5_mae: 0.0312\n",
      "Epoch 33/50\n",
      "115/115 [==============================] - 587s 5s/step - loss: 0.0053 - dense_2_loss: 0.0014 - dense_3_loss: 8.0879e-04 - dense_4_loss: 0.0018 - dense_5_loss: 0.0013 - dense_2_mae: 0.0293 - dense_3_mae: 0.0223 - dense_4_mae: 0.0335 - dense_5_mae: 0.0276\n",
      "Epoch 34/50\n",
      "115/115 [==============================] - 598s 5s/step - loss: 0.0057 - dense_2_loss: 0.0016 - dense_3_loss: 8.7473e-04 - dense_4_loss: 0.0019 - dense_5_loss: 0.0013 - dense_2_mae: 0.0315 - dense_3_mae: 0.0233 - dense_4_mae: 0.0340 - dense_5_mae: 0.0287\n",
      "Epoch 35/50\n",
      "115/115 [==============================] - 607s 5s/step - loss: 0.0052 - dense_2_loss: 0.0015 - dense_3_loss: 8.7108e-04 - dense_4_loss: 0.0017 - dense_5_loss: 0.0012 - dense_2_mae: 0.0295 - dense_3_mae: 0.0232 - dense_4_mae: 0.0322 - dense_5_mae: 0.0264\n",
      "Epoch 36/50\n",
      "115/115 [==============================] - 607s 5s/step - loss: 0.0047 - dense_2_loss: 0.0013 - dense_3_loss: 8.2905e-04 - dense_4_loss: 0.0014 - dense_5_loss: 0.0012 - dense_2_mae: 0.0278 - dense_3_mae: 0.0225 - dense_4_mae: 0.0292 - dense_5_mae: 0.0271\n",
      "Epoch 37/50\n",
      "115/115 [==============================] - 596s 5s/step - loss: 0.0046 - dense_2_loss: 0.0011 - dense_3_loss: 8.3820e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0012 - dense_2_mae: 0.0261 - dense_3_mae: 0.0225 - dense_4_mae: 0.0304 - dense_5_mae: 0.0265\n",
      "Epoch 38/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0046 - dense_2_loss: 0.0012 - dense_3_loss: 7.2751e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0011 - dense_2_mae: 0.0272 - dense_3_mae: 0.0209 - dense_4_mae: 0.0301 - dense_5_mae: 0.0255\n",
      "Epoch 39/50\n",
      "115/115 [==============================] - 590s 5s/step - loss: 0.0046 - dense_2_loss: 0.0012 - dense_3_loss: 8.1188e-04 - dense_4_loss: 0.0014 - dense_5_loss: 0.0011 - dense_2_mae: 0.0274 - dense_3_mae: 0.0218 - dense_4_mae: 0.0287 - dense_5_mae: 0.0260\n",
      "Epoch 40/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0043 - dense_2_loss: 0.0012 - dense_3_loss: 7.6127e-04 - dense_4_loss: 0.0012 - dense_5_loss: 0.0011 - dense_2_mae: 0.0273 - dense_3_mae: 0.0215 - dense_4_mae: 0.0271 - dense_5_mae: 0.0260\n",
      "Epoch 41/50\n",
      "115/115 [==============================] - 602s 5s/step - loss: 0.0045 - dense_2_loss: 0.0012 - dense_3_loss: 6.8821e-04 - dense_4_loss: 0.0013 - dense_5_loss: 0.0013 - dense_2_mae: 0.0272 - dense_3_mae: 0.0204 - dense_4_mae: 0.0278 - dense_5_mae: 0.0284\n",
      "Epoch 42/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0050 - dense_2_loss: 0.0014 - dense_3_loss: 8.2273e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0012 - dense_2_mae: 0.0292 - dense_3_mae: 0.0219 - dense_4_mae: 0.0297 - dense_5_mae: 0.0266\n",
      "Epoch 43/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0049 - dense_2_loss: 0.0012 - dense_3_loss: 8.1005e-04 - dense_4_loss: 0.0015 - dense_5_loss: 0.0014 - dense_2_mae: 0.0272 - dense_3_mae: 0.0220 - dense_4_mae: 0.0304 - dense_5_mae: 0.0285\n",
      "Epoch 44/50\n",
      "115/115 [==============================] - 592s 5s/step - loss: 0.0044 - dense_2_loss: 0.0012 - dense_3_loss: 7.2560e-04 - dense_4_loss: 0.0013 - dense_5_loss: 0.0012 - dense_2_mae: 0.0269 - dense_3_mae: 0.0206 - dense_4_mae: 0.0282 - dense_5_mae: 0.0265\n",
      "Epoch 45/50\n",
      "115/115 [==============================] - 598s 5s/step - loss: 0.0047 - dense_2_loss: 0.0012 - dense_3_loss: 8.1201e-04 - dense_4_loss: 0.0014 - dense_5_loss: 0.0013 - dense_2_mae: 0.0267 - dense_3_mae: 0.0222 - dense_4_mae: 0.0287 - dense_5_mae: 0.0277\n",
      "Epoch 46/50\n",
      "115/115 [==============================] - 591s 5s/step - loss: 0.0042 - dense_2_loss: 0.0012 - dense_3_loss: 6.5064e-04 - dense_4_loss: 0.0013 - dense_5_loss: 0.0010 - dense_2_mae: 0.0270 - dense_3_mae: 0.0200 - dense_4_mae: 0.0271 - dense_5_mae: 0.0250\n",
      "Epoch 47/50\n",
      "115/115 [==============================] - 606s 5s/step - loss: 0.0044 - dense_2_loss: 0.0011 - dense_3_loss: 7.3887e-04 - dense_4_loss: 0.0014 - dense_5_loss: 0.0011 - dense_2_mae: 0.0264 - dense_3_mae: 0.0211 - dense_4_mae: 0.0289 - dense_5_mae: 0.0260\n",
      "Epoch 48/50\n",
      "115/115 [==============================] - 594s 5s/step - loss: 0.0038 - dense_2_loss: 0.0011 - dense_3_loss: 5.8121e-04 - dense_4_loss: 0.0012 - dense_5_loss: 8.9410e-04 - dense_2_mae: 0.0258 - dense_3_mae: 0.0186 - dense_4_mae: 0.0269 - dense_5_mae: 0.0232\n",
      "Epoch 49/50\n",
      "115/115 [==============================] - 596s 5s/step - loss: 0.0035 - dense_2_loss: 9.8395e-04 - dense_3_loss: 5.7146e-04 - dense_4_loss: 0.0011 - dense_5_loss: 8.7382e-04 - dense_2_mae: 0.0245 - dense_3_mae: 0.0184 - dense_4_mae: 0.0252 - dense_5_mae: 0.0230\n",
      "Epoch 50/50\n",
      "115/115 [==============================] - 590s 5s/step - loss: 0.0032 - dense_2_loss: 8.8486e-04 - dense_3_loss: 5.0461e-04 - dense_4_loss: 0.0010 - dense_5_loss: 7.8025e-04 - dense_2_mae: 0.0229 - dense_3_mae: 0.0176 - dense_4_mae: 0.0246 - dense_5_mae: 0.0217\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(dataset,\n",
    "                   epochs=EPOCHS,\n",
    "                   steps_per_epoch=(len(imgs_train)//32)\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loss = history.history['loss']\n",
    "epochs = range(EPOCHS)\n",
    "plt.figure()\n",
    "plt.plot(epochs,loss,'r',label='Training loss')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Loss Value')\n",
    "# 规定取值范围\n",
    "#plt.ylim([0,1])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模型保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('detect_v1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_model = tf.keras.models.load_model('detect_v1.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1728 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一张画布\n",
    "plt.figure(figsize=(8,24))\n",
    "for img, _ in dataset.take(1):\n",
    "    out1,out2,out3,out4 = new_model.predict(img)\n",
    "    for i in range(3):\n",
    "        # 绘制子图，3行1列的第一个子图。====subplot是从1开始编号的====\n",
    "        plt.subplot(3,1,i+1) \n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(img[i]))\n",
    "        xmin,ymin,xmax,ymax = out1[i]*224,out2[i]*224,out3[i]*224,out4[i]*224\n",
    "        # 绘制矩形框，((x,y),h,w)    fill指定是否填充矩形框\n",
    "        rect = Rectangle((xmin,ymin),(xmax-xmin),(ymax-ymin),fill=False,color='red')\n",
    "        # 获取当前图像\n",
    "        ax = plt.gca()\n",
    "        # 添加矩形框\n",
    "        ax.axes.add_patch(rect)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
